{
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   "outputs": [
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import collections\n",
    "\n",
    "def createNeighbor(df):\n",
    "    data = []\n",
    "    for each_line in df.iterrows():\n",
    "        for header in [\"Proto\",\"SrcAddr\",\"Dport\"]:\n",
    "            if header == \"SrcAddr\":\n",
    "                data.append([each_line[1][header],each_line[1][\"DstAddr\"]])\n",
    "                data.append([each_line[1][header],each_line[1][\"Proto\"]])\n",
    "                data.append([each_line[1][header],str(each_line[1][\"Dport\"])])\n",
    "            else:\n",
    "                data.append([str(each_line[1][header]),each_line[1][\"DstAddr\"]])\n",
    "\n",
    "    return data\n",
    "\n",
    "df = pd.read_csv(\"corpus_example.csv\")\n",
    "\n",
    "word2int={}\n",
    "sentences = []\n",
    "wordlist = []\n",
    "for each_line in df.iterrows():\n",
    "    sentences.append(each_line[1].tolist())\n",
    "    for header in [\"Proto\",\"SrcAddr\",\"DstAddr\",\"Dport\"]:\n",
    "        wordlist.append(str(each_line[1][header]))\n",
    "\n",
    "myCounter = collections.Counter(wordlist)\n",
    "print(myCounter.most_common())\n",
    "wordlist=set(wordlist)\n",
    "\n",
    "neighbor = createNeighbor(df)\n",
    "hi = pd.DataFrame(neighbor, columns = ['input', 'label'])\n",
    "\n",
    "for i,word in enumerate(wordlist):\n",
    "    word2int[word] = i\n",
    "\n",
    "for each in word2int.keys():\n",
    "    print(each+\":\"+str(word2int[each]))\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2450\n",
      "2450\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "\n",
    "ONE_HOT_DIM = len(wordlist)\n",
    "\n",
    "# function to convert numbers to one hot vectors\n",
    "def to_one_hot_encoding(data_point_index):\n",
    "    one_hot_encoding = np.zeros(ONE_HOT_DIM)\n",
    "    one_hot_encoding[data_point_index] = 1\n",
    "    return one_hot_encoding\n",
    "\n",
    "X = [] # input word\n",
    "Y = [] # target word\n",
    "\n",
    "for x, y in zip(hi['input'], hi['label']):\n",
    "    X.append(to_one_hot_encoding(word2int[ x ]))\n",
    "    Y.append(to_one_hot_encoding(word2int[ y ]))\n",
    "\n",
    "# convert them to numpy arrays\n",
    "X_train = np.asarray(X)\n",
    "Y_train = np.asarray(Y)\n",
    "\n",
    "# making placeholders for X_train and Y_train\n",
    "x = tf.placeholder(tf.float32, shape=(None, ONE_HOT_DIM))\n",
    "y_label = tf.placeholder(tf.float32, shape=(None, ONE_HOT_DIM))\n",
    "\n",
    "# word embedding will be 2 dimension for 2d visualization\n",
    "EMBEDDING_DIM = 2\n",
    "\n",
    "# hidden layer: which represents word vector eventually\n",
    "W1 = tf.Variable(tf.random_normal([ONE_HOT_DIM, EMBEDDING_DIM]))\n",
    "b1 = tf.Variable(tf.random_normal([1])) #bias\n",
    "hidden_layer = tf.add(tf.matmul(x,W1), b1)\n",
    "\n",
    "# output layer\n",
    "W2 = tf.Variable(tf.random_normal([EMBEDDING_DIM, ONE_HOT_DIM]))\n",
    "b2 = tf.Variable(tf.random_normal([1]))\n",
    "prediction = tf.nn.softmax(tf.add( tf.matmul(hidden_layer, W2), b2))\n",
    "\n",
    "# loss function: cross entropy\n",
    "loss = tf.reduce_mean(-tf.reduce_sum(y_label * tf.log(prediction), axis=[1]))\n",
    "\n",
    "# training operation\n",
    "train_op = tf.train.GradientDescentOptimizer(0.05).minimize(loss)\n",
    "\n",
    "print(len(X_train))\n",
    "print(len(Y_train))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "sess = tf.Session()\n",
    "init = tf.global_variables_initializer()\n",
    "sess.run(init) \n",
    "iteration = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('iteration 0 loss is : ', 7.776575)\n",
      "('iteration 100 loss is : ', 6.688847)\n",
      "('iteration 200 loss is : ', 6.4710307)\n",
      "('iteration 300 loss is : ', 6.202846)\n",
      "('iteration 400 loss is : ', 5.881719)\n",
      "('iteration 500 loss is : ', 5.597592)\n",
      "('iteration 600 loss is : ', 5.3411694)\n",
      "('iteration 700 loss is : ', 5.1431785)\n",
      "('iteration 800 loss is : ', 5.00985)\n",
      "('iteration 900 loss is : ', 4.9084244)\n"
     ]
    }
   ],
   "source": [
    "for i in range(iteration):\n",
    "    # input is X_train which is one hot encoded word\n",
    "    # label is Y_train which is one hot encoded neighbor word\n",
    "    sess.run(train_op, feed_dict={x: X_train, y_label: Y_train})\n",
    "    if i % 100 == 0:\n",
    "        print('iteration '+str(i)+' loss is : ', sess.run(loss, feed_dict={x: X_train, y_label: Y_train}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[-1.49625838e-01  3.56351018e-01]\n",
      " [ 6.14699602e-01  1.14861572e+00]\n",
      " [ 1.84624076e-01 -1.04172170e-01]\n",
      " [-3.46757114e-01  8.05311084e-01]\n",
      " [ 1.91207695e+00  1.69771349e+00]\n",
      " [ 1.94579077e+00  2.33579159e+00]\n",
      " [ 1.14367914e+00  6.29791975e-01]\n",
      " [ 8.67153108e-01  7.28266716e-01]\n",
      " [ 1.31647396e+00  1.07137465e+00]\n",
      " [ 2.87559676e+00 -5.25078595e-01]\n",
      " [ 1.94834900e+00  1.39414907e+00]\n",
      " [ 1.22346783e+00  4.72538978e-01]\n",
      " [-9.02031362e-01  1.16014373e+00]\n",
      " [ 7.71930635e-01  3.62061858e-02]\n",
      " [-2.36920297e-01  6.14539981e-01]\n",
      " [ 9.88692641e-02  1.06424272e+00]\n",
      " [-1.44472408e+00  6.04457140e-01]\n",
      " [ 1.10176730e+00 -1.94047987e-01]\n",
      " [ 1.39704549e+00  5.64174175e-01]\n",
      " [ 8.23806107e-01  3.10112214e+00]\n",
      " [ 1.74035764e+00  1.87566638e+00]\n",
      " [-1.65882647e-01  2.25427532e+00]\n",
      " [ 3.14826369e-01  1.53833628e+00]\n",
      " [ 1.11127079e-01  1.39841771e+00]\n",
      " [ 8.72703910e-01  1.58715987e+00]\n",
      " [ 2.27305913e+00  2.00072765e+00]\n",
      " [ 1.30335236e+00  2.71290708e+00]\n",
      " [ 2.00568843e+00  1.00752699e+00]\n",
      " [-5.41718304e-01  1.40573919e-01]\n",
      " [ 9.53432202e-01  7.50277936e-01]\n",
      " [ 1.63878286e+00  1.64753652e+00]\n",
      " [ 2.64806628e+00 -8.63566995e-02]\n",
      " [ 1.64064717e+00  1.20124722e+00]\n",
      " [-2.02093065e-01  1.24271262e+00]\n",
      " [ 8.41208994e-01  9.11257148e-01]\n",
      " [ 8.00436437e-01  1.86734247e+00]\n",
      " [ 9.40975547e-02  1.19847035e+00]\n",
      " [ 2.14244437e+00  3.10749030e+00]\n",
      " [-2.84521759e-01  1.07003629e+00]\n",
      " [ 1.37797356e+00  7.57227659e-01]\n",
      " [ 1.51253295e+00  2.17201018e+00]\n",
      " [ 1.86310840e+00  2.18125749e+00]\n",
      " [ 2.00470328e+00  2.25568700e+00]\n",
      " [ 7.94194341e-01  3.14607716e+00]\n",
      " [ 7.12839067e-01  9.97476637e-01]\n",
      " [ 8.07102919e-01  6.36290550e-01]\n",
      " [ 2.80111790e+00  1.51130033e+00]\n",
      " [ 2.39902925e+00  1.37172067e+00]\n",
      " [ 3.08037472e+00  2.49815762e-01]\n",
      " [ 6.53785229e-01  8.40011835e-01]\n",
      " [ 6.48668647e-01  4.27631319e-01]\n",
      " [-1.14460230e+00  3.05912256e-01]\n",
      " [ 1.52972245e+00  3.60993886e+00]\n",
      " [-3.40471923e-01  9.37849283e-02]\n",
      " [ 8.69091928e-01 -4.02679980e-01]\n",
      " [ 1.51708615e+00  8.34161103e-01]\n",
      " [ 9.13769960e-01  3.45185947e+00]\n",
      " [-4.17953670e-01  2.71799397e+00]\n",
      " [ 1.65791869e+00  1.10631275e+00]\n",
      " [ 1.60204351e-01  9.03391600e-01]\n",
      " [ 1.87482274e+00  2.20440817e+00]\n",
      " [ 1.95374060e+00 -3.27750742e-01]\n",
      " [ 8.20623636e-01 -8.59450698e-02]\n",
      " [ 5.05722940e-01  1.60827637e-02]\n",
      " [ 1.45659375e+00  2.19497371e+00]\n",
      " [-7.30966985e-01 -4.90423977e-01]\n",
      " [ 1.94804609e-01 -4.75175977e-02]\n",
      " [ 9.56838548e-01  9.50463653e-01]\n",
      " [ 3.91869140e+00  8.88389170e-01]\n",
      " [-9.49289143e-01  2.32265568e+00]\n",
      " [-9.83121693e-01  3.23095083e-01]\n",
      " [ 6.55735254e-01  1.14087999e+00]\n",
      " [-3.43134344e-01  1.51360559e+00]\n",
      " [ 2.65283871e+00  1.52175331e+00]\n",
      " [ 1.80854261e+00 -1.08281374e+00]\n",
      " [ 2.31628966e+00  7.58257270e-01]\n",
      " [ 9.57536459e-01  2.19072318e+00]\n",
      " [ 9.69462097e-01  7.93435812e-01]\n",
      " [ 6.16068602e-01  8.01544785e-01]\n",
      " [ 9.51015234e-01  7.55261481e-01]\n",
      " [ 1.73838592e+00  8.56754065e-01]\n",
      " [ 2.33999348e+00  1.35715115e+00]\n",
      " [ 2.79181027e+00  2.67459095e-01]\n",
      " [ 9.07815456e-01 -1.07022524e-02]\n",
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      " [ 1.96728230e+00  8.52123678e-01]\n",
      " [ 1.60380507e+00  2.23433089e+00]\n",
      " [ 8.82190108e-01  1.12469101e+00]\n",
      " [ 1.06132078e+00  1.77088881e+00]\n",
      " [ 1.30154788e+00  1.66793191e+00]\n",
      " [ 8.57976794e-01  3.85669017e+00]\n",
      " [ 1.51429200e+00  2.27885151e+00]\n",
      " [ 8.87088776e-02  4.62427348e-01]\n",
      " [ 1.23358274e+00  1.56346464e+00]\n",
      " [ 1.20180738e+00  2.45367527e-01]\n",
      " [ 2.69525552e+00  2.46611857e+00]\n",
      " [-5.71991384e-01  1.57576823e+00]\n",
      " [ 2.75166929e-01  1.16829956e+00]\n",
      " [ 1.38910103e+00  2.63938570e+00]\n",
      " [ 4.98923331e-01  2.54712224e-01]\n",
      " [ 3.00973678e+00  2.35665536e+00]\n",
      " [ 2.08882523e+00 -6.10575497e-01]\n",
      " [ 2.00302267e+00  1.02840650e+00]\n",
      " [ 1.56566978e+00  1.72478223e+00]\n",
      " [ 6.79088593e-01  1.66839051e+00]\n",
      " [ 1.61551881e+00  1.98734689e+00]\n",
      " [ 2.25212288e+00  1.81640601e+00]\n",
      " [ 8.60644162e-01  2.41115475e+00]\n",
      " [ 1.00163257e+00 -3.82222831e-01]\n",
      " [ 1.50655448e-01  1.21171892e+00]\n",
      " [ 1.92608833e-01  3.08669138e+00]\n",
      " [-1.54188371e+00  5.47678471e-01]\n",
      " [ 1.25260496e+00  1.27880311e+00]\n",
      " [ 2.08326483e+00  1.46764076e+00]\n",
      " [ 8.12348306e-01 -6.36684299e-02]\n",
      " [ 2.25179386e+00  9.23588812e-01]\n",
      " [ 6.66867495e-02  9.46875751e-01]\n",
      " [ 1.04522371e+00  1.34162807e+00]\n",
      " [ 7.98484743e-01  5.85470259e-01]\n",
      " [ 6.41812444e-01  1.89806521e+00]\n",
      " [ 8.19666028e-01  1.40961838e+00]\n",
      " [ 2.48413730e+00  1.84453654e+00]\n",
      " [-2.28962243e-01  5.21581769e-01]\n",
      " [-1.55371404e+00  3.11174691e-01]\n",
      " [ 8.71359706e-01 -5.57245612e-02]\n",
      " [-7.04286158e-01  3.09483361e+00]\n",
      " [ 1.11437535e+00  1.15074849e+00]\n",
      " [ 1.31940269e+00  2.33520889e+00]\n",
      " [ 5.01251221e-03  3.10737371e-01]\n",
      " [ 1.79514384e+00  1.33116198e+00]\n",
      " [ 4.14025784e-02  2.73289871e+00]\n",
      " [-2.09480584e-01  1.35000229e+00]\n",
      " [ 2.22195864e-01  2.50995374e+00]\n",
      " [ 1.73535156e+00  1.08991134e+00]\n",
      " [ 1.42896497e+00  2.63771701e+00]\n",
      " [-1.60175264e-01  1.55898440e+00]\n",
      " [ 1.89158773e+00  1.53273773e+00]\n",
      " [ 1.22605503e+00  2.54755330e+00]\n",
      " [ 6.02565527e-01  1.33773088e+00]\n",
      " [ 9.80493844e-01 -1.46773386e+00]\n",
      " [ 2.02177286e+00  3.91545951e-01]\n",
      " [ 1.58792436e-01  1.04690516e+00]\n",
      " [ 1.75033212e+00  3.80436921e+00]\n",
      " [ 1.85809469e+00  1.15967202e+00]\n",
      " [ 2.87926793e-01  9.94725823e-01]\n",
      " [ 2.36128712e+00  1.83447790e+00]\n",
      " [ 1.16579413e+00  1.95932031e+00]\n",
      " [ 2.28469253e+00  1.49790931e+00]\n",
      " [ 5.84296346e-01  1.49551189e+00]\n",
      " [ 3.24981391e-01  7.30468094e-01]\n",
      " [ 4.90100503e-01  9.72145796e-03]\n",
      " [-8.66691470e-02 -7.60676920e-01]\n",
      " [ 2.27018881e+00  1.62720239e+00]\n",
      " [-6.68400228e-01  2.20155811e+00]\n",
      " [ 1.60077667e+00  7.76516140e-01]\n",
      " [ 3.76821160e-01 -3.26961935e-01]\n",
      " [ 8.76115680e-01  3.27411830e-01]\n",
      " [-8.39434922e-01  1.98580647e+00]\n",
      " [ 1.45077431e+00  1.91866744e+00]\n",
      " [ 2.16513252e+00  2.52936745e+00]\n",
      " [ 5.52082062e-01 -1.75224364e-01]\n",
      " [ 1.67839360e+00  4.88696516e-01]\n",
      " [ 1.61825538e-01  4.40716088e-01]\n",
      " [ 1.22316134e+00  2.09706402e+00]\n",
      " [ 3.03240633e+00  1.15353143e+00]\n",
      " [ 5.91882467e-01 -3.61146748e-01]\n",
      " [ 1.46946692e+00 -2.16048658e-01]\n",
      " [-1.42488062e-01  1.81229031e+00]\n",
      " [ 1.54459476e+00 -3.73112559e-02]\n",
      " [ 4.32897925e-01  9.94509578e-01]\n",
      " [ 1.06987751e+00  1.31791389e+00]\n",
      " [ 1.02582359e+00  2.11323714e+00]\n",
      " [ 2.02298880e+00  1.06076610e+00]\n",
      " [ 2.07040834e+00  6.14369988e-01]\n",
      " [-1.25799417e+00  3.66485775e-01]\n",
      " [ 8.95960927e-01  1.34168386e-01]\n",
      " [-3.53417814e-01  2.22679734e+00]\n",
      " [ 1.93698192e+00  1.41687834e+00]\n",
      " [ 1.79064834e+00  1.09044647e+00]\n",
      " [ 1.49773347e+00  1.05624056e+00]\n",
      " [ 4.53738391e-01  5.50605893e-01]\n",
      " [ 2.03425646e-01 -1.22434425e+00]\n",
      " [ 2.44352651e+00  3.52149367e-01]\n",
      " [ 9.35218036e-01 -4.42160189e-01]]\n"
     ]
    }
   ],
   "source": [
    "# Now the hidden layer (W1 + b1) is actually the word look up table\n",
    "vectors = sess.run(W1 + b1)\n",
    "print(vectors)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>word</th>\n",
       "      <th>x1</th>\n",
       "      <th>x2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>212.201.86.130</td>\n",
       "      <td>-0.149626</td>\n",
       "      <td>0.356351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15451</td>\n",
       "      <td>0.614700</td>\n",
       "      <td>1.148616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>205.188.10.189</td>\n",
       "      <td>0.184624</td>\n",
       "      <td>-0.104172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>88.86.102.50</td>\n",
       "      <td>-0.346757</td>\n",
       "      <td>0.805311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>49341</td>\n",
       "      <td>1.912077</td>\n",
       "      <td>1.697713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>49340</td>\n",
       "      <td>1.945791</td>\n",
       "      <td>2.335792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>52948</td>\n",
       "      <td>1.143679</td>\n",
       "      <td>0.629792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7300</td>\n",
       "      <td>0.867153</td>\n",
       "      <td>0.728267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1942</td>\n",
       "      <td>1.316474</td>\n",
       "      <td>1.071375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>147.32.85.56</td>\n",
       "      <td>2.875597</td>\n",
       "      <td>-0.525079</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>223.205.214.227</td>\n",
       "      <td>1.948349</td>\n",
       "      <td>1.394149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>77.126.195.83</td>\n",
       "      <td>1.223468</td>\n",
       "      <td>0.472539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>113.105.171.56</td>\n",
       "      <td>-0.902031</td>\n",
       "      <td>1.160144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>194.161.219.176</td>\n",
       "      <td>0.771931</td>\n",
       "      <td>0.036206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>59156</td>\n",
       "      <td>-0.236920</td>\n",
       "      <td>0.614540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16775</td>\n",
       "      <td>0.098869</td>\n",
       "      <td>1.064243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>208.46.117.171</td>\n",
       "      <td>-1.444724</td>\n",
       "      <td>0.604457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>188.95.61.42</td>\n",
       "      <td>1.101767</td>\n",
       "      <td>-0.194048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>85.70.149.37</td>\n",
       "      <td>1.397045</td>\n",
       "      <td>0.564174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>31.64.164.71</td>\n",
       "      <td>0.823806</td>\n",
       "      <td>3.101122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>195.130.82.45</td>\n",
       "      <td>1.740358</td>\n",
       "      <td>1.875666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>77.85.143.253</td>\n",
       "      <td>-0.165883</td>\n",
       "      <td>2.254275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>38769</td>\n",
       "      <td>0.314826</td>\n",
       "      <td>1.538336</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>84.229.5.224</td>\n",
       "      <td>0.111127</td>\n",
       "      <td>1.398418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>147.32.85.18</td>\n",
       "      <td>0.872704</td>\n",
       "      <td>1.587160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>98.244.73.136</td>\n",
       "      <td>2.273059</td>\n",
       "      <td>2.000728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>55584</td>\n",
       "      <td>1.303352</td>\n",
       "      <td>2.712907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>147.32.84.68</td>\n",
       "      <td>2.005688</td>\n",
       "      <td>1.007527</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>94.100.187.194</td>\n",
       "      <td>-0.541718</td>\n",
       "      <td>0.140574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>147.32.84.8</td>\n",
       "      <td>0.953432</td>\n",
       "      <td>0.750278</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>464</th>\n",
       "      <td>109.164.3.183</td>\n",
       "      <td>1.600777</td>\n",
       "      <td>0.776516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>465</th>\n",
       "      <td>94.127.76.194</td>\n",
       "      <td>0.376821</td>\n",
       "      <td>-0.326962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>466</th>\n",
       "      <td>87.244.151.27</td>\n",
       "      <td>0.876116</td>\n",
       "      <td>0.327412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>147.32.86.117</td>\n",
       "      <td>-0.839435</td>\n",
       "      <td>1.985806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>468</th>\n",
       "      <td>147.32.86.110</td>\n",
       "      <td>1.450774</td>\n",
       "      <td>1.918667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>147.32.86.111</td>\n",
       "      <td>2.165133</td>\n",
       "      <td>2.529367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>470</th>\n",
       "      <td>85.193.5.150</td>\n",
       "      <td>0.552082</td>\n",
       "      <td>-0.175224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>471</th>\n",
       "      <td>49653</td>\n",
       "      <td>1.678394</td>\n",
       "      <td>0.488697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>472</th>\n",
       "      <td>109.153.100.95</td>\n",
       "      <td>0.161826</td>\n",
       "      <td>0.440716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>473</th>\n",
       "      <td>203.99.179.112</td>\n",
       "      <td>1.223161</td>\n",
       "      <td>2.097064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>218.43.165.32</td>\n",
       "      <td>3.032406</td>\n",
       "      <td>1.153531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>475</th>\n",
       "      <td>24.4.101.240</td>\n",
       "      <td>0.591882</td>\n",
       "      <td>-0.361147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>89.135.152.106</td>\n",
       "      <td>1.469467</td>\n",
       "      <td>-0.216049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>477</th>\n",
       "      <td>147.32.86.181</td>\n",
       "      <td>-0.142488</td>\n",
       "      <td>1.812290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>478</th>\n",
       "      <td>126.170.234.66</td>\n",
       "      <td>1.544595</td>\n",
       "      <td>-0.037311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>479</th>\n",
       "      <td>212.239.26.199</td>\n",
       "      <td>0.432898</td>\n",
       "      <td>0.994510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>480</th>\n",
       "      <td>63550</td>\n",
       "      <td>1.069878</td>\n",
       "      <td>1.317914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>481</th>\n",
       "      <td>115.173.243.205</td>\n",
       "      <td>1.025824</td>\n",
       "      <td>2.113237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>482</th>\n",
       "      <td>2641</td>\n",
       "      <td>2.022989</td>\n",
       "      <td>1.060766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>128.32.224.18</td>\n",
       "      <td>2.070408</td>\n",
       "      <td>0.614370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>484</th>\n",
       "      <td>147.32.84.46</td>\n",
       "      <td>-1.257994</td>\n",
       "      <td>0.366486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>485</th>\n",
       "      <td>116.50.166.74</td>\n",
       "      <td>0.895961</td>\n",
       "      <td>0.134168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>486</th>\n",
       "      <td>49230</td>\n",
       "      <td>-0.353418</td>\n",
       "      <td>2.226797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>487</th>\n",
       "      <td>116.255.12.184</td>\n",
       "      <td>1.936982</td>\n",
       "      <td>1.416878</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488</th>\n",
       "      <td>51019</td>\n",
       "      <td>1.790648</td>\n",
       "      <td>1.090446</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>489</th>\n",
       "      <td>41.130.235.95</td>\n",
       "      <td>1.497733</td>\n",
       "      <td>1.056241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>490</th>\n",
       "      <td>56949</td>\n",
       "      <td>0.453738</td>\n",
       "      <td>0.550606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>201.209.15.135</td>\n",
       "      <td>0.203426</td>\n",
       "      <td>-1.224344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>492</th>\n",
       "      <td>82.135.148.158</td>\n",
       "      <td>2.443527</td>\n",
       "      <td>0.352149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>147.32.85.103</td>\n",
       "      <td>0.935218</td>\n",
       "      <td>-0.442160</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>494 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                word        x1        x2\n",
       "0     212.201.86.130 -0.149626  0.356351\n",
       "1              15451  0.614700  1.148616\n",
       "2     205.188.10.189  0.184624 -0.104172\n",
       "3       88.86.102.50 -0.346757  0.805311\n",
       "4              49341  1.912077  1.697713\n",
       "5              49340  1.945791  2.335792\n",
       "6              52948  1.143679  0.629792\n",
       "7               7300  0.867153  0.728267\n",
       "8               1942  1.316474  1.071375\n",
       "9       147.32.85.56  2.875597 -0.525079\n",
       "10   223.205.214.227  1.948349  1.394149\n",
       "11     77.126.195.83  1.223468  0.472539\n",
       "12    113.105.171.56 -0.902031  1.160144\n",
       "13   194.161.219.176  0.771931  0.036206\n",
       "14             59156 -0.236920  0.614540\n",
       "15             16775  0.098869  1.064243\n",
       "16    208.46.117.171 -1.444724  0.604457\n",
       "17      188.95.61.42  1.101767 -0.194048\n",
       "18      85.70.149.37  1.397045  0.564174\n",
       "19      31.64.164.71  0.823806  3.101122\n",
       "20     195.130.82.45  1.740358  1.875666\n",
       "21     77.85.143.253 -0.165883  2.254275\n",
       "22             38769  0.314826  1.538336\n",
       "23      84.229.5.224  0.111127  1.398418\n",
       "24      147.32.85.18  0.872704  1.587160\n",
       "25     98.244.73.136  2.273059  2.000728\n",
       "26             55584  1.303352  2.712907\n",
       "27      147.32.84.68  2.005688  1.007527\n",
       "28    94.100.187.194 -0.541718  0.140574\n",
       "29       147.32.84.8  0.953432  0.750278\n",
       "..               ...       ...       ...\n",
       "464    109.164.3.183  1.600777  0.776516\n",
       "465    94.127.76.194  0.376821 -0.326962\n",
       "466    87.244.151.27  0.876116  0.327412\n",
       "467    147.32.86.117 -0.839435  1.985806\n",
       "468    147.32.86.110  1.450774  1.918667\n",
       "469    147.32.86.111  2.165133  2.529367\n",
       "470     85.193.5.150  0.552082 -0.175224\n",
       "471            49653  1.678394  0.488697\n",
       "472   109.153.100.95  0.161826  0.440716\n",
       "473   203.99.179.112  1.223161  2.097064\n",
       "474    218.43.165.32  3.032406  1.153531\n",
       "475     24.4.101.240  0.591882 -0.361147\n",
       "476   89.135.152.106  1.469467 -0.216049\n",
       "477    147.32.86.181 -0.142488  1.812290\n",
       "478   126.170.234.66  1.544595 -0.037311\n",
       "479   212.239.26.199  0.432898  0.994510\n",
       "480            63550  1.069878  1.317914\n",
       "481  115.173.243.205  1.025824  2.113237\n",
       "482             2641  2.022989  1.060766\n",
       "483    128.32.224.18  2.070408  0.614370\n",
       "484     147.32.84.46 -1.257994  0.366486\n",
       "485    116.50.166.74  0.895961  0.134168\n",
       "486            49230 -0.353418  2.226797\n",
       "487   116.255.12.184  1.936982  1.416878\n",
       "488            51019  1.790648  1.090446\n",
       "489    41.130.235.95  1.497733  1.056241\n",
       "490            56949  0.453738  0.550606\n",
       "491   201.209.15.135  0.203426 -1.224344\n",
       "492   82.135.148.158  2.443527  0.352149\n",
       "493    147.32.85.103  0.935218 -0.442160\n",
       "\n",
       "[494 rows x 3 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "w2v_df = pd.DataFrame(vectors, columns = ['x1', 'x2'])\n",
    "w2v_df['word'] = wordlist\n",
    "w2v_df = w2v_df[['word', 'x1', 'x2']]\n",
    "w2v_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Fixing random state for reproducibility\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "for word, x1, x2 in zip(w2v_df['word'], w2v_df['x1'], w2v_df['x2']):\n",
    "    ax.scatter(x1,x2,marker='o',c='blue')\n",
    "    ax.annotate(word, (x1,x2 ))\n",
    "    \n",
    "    \n",
    "PADDING = 1.0\n",
    "x_axis_min = np.amin(vectors, axis=0)[0] - PADDING\n",
    "y_axis_min = np.amin(vectors, axis=0)[1] - PADDING\n",
    "x_axis_max = np.amax(vectors, axis=0)[0] + PADDING\n",
    "y_axis_max = np.amax(vectors, axis=0)[1] + PADDING\n",
    " \n",
    "plt.xlim(x_axis_min,x_axis_max)\n",
    "plt.ylim(y_axis_min,y_axis_max)\n",
    "plt.rcParams[\"figure.figsize\"] = (10,10)\n",
    "plt.rcParams[\"figure.dpi\"] = (100)\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
